{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9bbc4f7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Paschalis\\miniconda3\\envs\\bio2bio\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "import sys\n",
    "repo_root = Path.cwd().parent\n",
    "sys.path.insert(0, str(repo_root / \"src\"))\n",
    "data_root = Path(\"D:/Users/Paschalis/phd/data/\")\n",
    "os.environ[\"DATA_ROOT\"] = str(data_root)\n",
    "from connecting_people.embeddings.api import get_embeddings_for_fha\n",
    "# between similarity of embeddings and temporal distance\n",
    "from connecting_people.analysis.toblers_law_test import analyze_cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "95497be5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pearson r = -0.736\n",
      "r² (variance explained) = 0.542\n",
      "p-value = 1.70e-44\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(np.float64(-0.7364414373805716), np.float64(1.70029091390536e-44))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "century_embeddings, person_embeddings = get_embeddings_for_fha(\n",
    "    parquet_path=Path(data_root / \"connecting_people2/science_as_source2.parquet\"),\n",
    "    field_of_activity=\"Science\"\n",
    ")\n",
    "analyze_cosine_similarity(century_embeddings, \n",
    "                          field_of_human_activity=\"Science\",\n",
    "                          visualize=True,\n",
    "                          save=True,\n",
    "                          output_path=\"../figures/toblers_law_test/temp_dist_cos_simil_science2.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "599ba39a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pearson r = -0.779\n",
      "r² (variance explained) = 0.607\n",
      "p-value = 2.54e-62\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(np.float64(-0.7788370218503098), np.float64(2.5382059121795754e-62))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "century_embeddings, person_embeddings = get_embeddings_for_fha(\n",
    "    parquet_path=Path(data_root / \"connecting_people2/government_and_law_as_source2.parquet\"),\n",
    "    field_of_activity=\"Government & Law\"\n",
    ")\n",
    "\n",
    "analyze_cosine_similarity(century_embeddings,\n",
    "                          field_of_human_activity=\"Government & Law\",\n",
    "                          visualize=True,\n",
    "                          save=True,\n",
    "                          output_path=\"../figures/toblers_law_test/temp_dist_cos_simil_govlaw2.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "abb6f633",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pearson r = -0.661\n",
      "r² (variance explained) = 0.437\n",
      "p-value = 4.31e-39\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(np.float64(-0.6612790769896263), np.float64(4.311691481737165e-39))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "century_embeddings, person_embeddings = get_embeddings_for_fha(\n",
    "    parquet_path=Path(data_root / \"connecting_people2/humanities_and_philosophy_as_source2.parquet\"),\n",
    "    field_of_activity=\"Humanities & Philosophy\"\n",
    ")\n",
    "\n",
    "analyze_cosine_similarity(century_embeddings,\n",
    "                          field_of_human_activity=\"Humanities & Philosophy\",\n",
    "                          visualize=True,\n",
    "                          save=True,\n",
    "                          output_path=\"../figures/toblers_law_test/temp_dist_cos_simil_humphil2.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bio2bio",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
